000 15687cam a2200349Mi 4500
001 on1141205054
003 OCoLC
005 20210720163917.0
007 t
008 200110s2018 enka b 001 0 eng d
020 _a9781119585596
_q(paperback)
020 _a1119585597
035 _a(OCoLC)1141205054
040 _aT9K
_beng
_erda
_cT9K
_dOCLCO
_dOCLCF
082 _a519.502462
_bMON
100 1 _aMontgomery, Douglas C.,
_eauthor.
245 1 0 _aApplied statistics and probability for engineers /
250 _aSeventh edition, EMEA edition.
260 _aHoboken, N. J. :
_bJohn Wiley and Sons, Inc.,
_c2018.
300 _axvi, 429 pages :
_billustrations ;
_c26 cm.
336 _atext
_btxt
_2rdacontent
337 _aunmediated
_bn
_2rdamedia
338 _avolume
_bnc
_2rdacarrier
504 _aIncludes bibliographical references and index.
505 0 0 _g1
_tThe Role of Statistics in Engineering, p.1 --
_g1.1
_tThe Engineering Method and Statistical Thinking, p.2 --
_g1.1.1
_tVariability, p.3 --
_g1.1.2
_tPopulations and Samples, p.5 --
_g1.2
_tCollecting Engineering Data, p.5 --
_g1.2.1
_tBasic Principles, p.5 --
_g1.2.2
_tRetrospective Study 5 --
_g1.2.3
_tObservational Study, p.6 --
_g1.2.4
_tDesigned Experiments, p.6 --
_g1.2.5
_tObserving Processes Over Time, p.9 --
_g1.3
_tMechanistic and Empirical Models, p.12 --
_g1.4
_tProbability and Probability Models, p.15 --
_g2 Probabilit, p.17 --
_g2.1
_tSample Spaces and Events, p.18 --
_g2.1.1
_tRandom Experiments, p.18 --
_g2.1.2
_tSample Spaces, p.19 --
_g2.1.3
_tEvents, p.21 --
_g2.2
_tCounting Techniques, p.23 --
_g2.3
_tInterpretations and Axioms of Probability, p.26 --
_g2.4
_tUnions of Events and Addition Rules, p.29 --
_g2.5
_tConditional Probability, p.31 --
_g2.6
_tIntersections of Events and Multiplication and Total Probability Rules, p.34 --
_g2.7
_tIndependence, p.36 --
_g2.8
_tBayes{u2019} Theorem, p.39 --
_g2.9
_tRandom Variables, p.40 --
_g3
_tDiscrete Random Variables and Probability Distributions, p.42 --
_g3.1
_tProbability Distributions and Probability Mass Functions, p.43 --
_g3.2
_tCumulative Distribution Functions, p.45
_g3.3
_tMean and Variance of a Discrete Random Variable, p.47
_g3.4
_tDiscrete Uniform Distribution, p.49 --
_g3.5
_tBinomial Distribution, p.51 --
_g3.6
_tGeometric and Negative Binomial Distributions, p.55 --
_g3.7
_tHypergeometric Distribution, p.59 --
_g3.8
_tPoisson Distribution, p.63 --
_g4
_tContinuous Random Variables and Probability Distributions, p.66 --
_g4.1
_tProbability Distributions and Probability Density Functions, p.67 --
_g4.2
_tCumulative Distribution Functions, p.70 --
_g4.3
_tMean and Variance of a Continuous Random Variable, p.71 --
_g4.4
_tContinuous Uniform Distribution, p.72 --
_g4.5
_tNormal Distribution, p.73 --
_g4.6
_tNormal Approximation to the Binomial and Poisson Distributions, p.79 --
_g4.7
_tExponential Distribution, p.83 --
_g4.8
_tErlang and Gamma Distributions, p.86 --
_g4.9
_tWeibull Distribution, p.89 --
_g4.10
_tLognormal Distribution, p.90 --
_g4.11
_tBeta Distribution, p.92 --
_g5
_tJoint Probability Distributions, p.95 --
_g5.1
_tJoint Probability Distributions for Two Random Variables, p.96 --
_g5.2
_tConditional Probability Distributions and Independence, p.102 --
_g5.3
_tJoint Probability Distributions for More Than Two Random Variables, p.107 --
_g5.4
_tCovariance and Correlation, p.110 --
_g5.5
_tCommon Joint Distributions, p.113 --
_g5.5.1
_tMultinomial Probability Distribution, p.113 --
_g5.5.2
_tBivariate Normal Distribution, p.115 --
_g5.6
_tLinear Functions of Random Variables, p.117 --
_g5.7
_tGeneral Functions of Random Variables, p.120 --
_g5.8
_tMoment-Generating Functions, p.121 --
_g6
_tDescriptive Statistics, p.126 --
_g6.1
_tNumerical Summaries of Data, p.127 --
_g6.2
_tStem-and-Leaf Diagrams, p.131 --
_g6.3
_tFrequency Distributions and Histograms, p.135 --
_g6.4
_tBox Plots, p.139 --
_g6.5
_tTime Sequence Plots, p.140 --
_g6.6
_tScatter Diagrams, p.142 --
_g6.7
_tProbability Plots, p.144 --
_g7
_tPoint Estimation of Parameters and Sampling Distributions, p.148 --
_g8.6
_tBootstrap Confidence Interval, p.189 --
_g8.7
_tTolerance and Prediction Intervals, p.189 --
_g8.7.1
_tPrediction Interval for a Future Observation, p.189 --
_g8.7.2
_tTolerance Interval for a Normal Distribution, p.191 --
_g9
_tTests of Hypotheses for a Single Sample, p.193 --
_g7.1
_tPoint Estimation, p.149
_g7.2
_tSampling Distributions and the Central Limit Theorem, p.150
_g7.3
_tGeneral Concepts of Point Estimation, p.156
_g7.3.1
_tUnbiased Estimators, p.156
_g7.3.2
_tVariance of a Point Estimator, p.157 --
_g7.3.3
_tStandard Error: Reporting a Point Estimate, p.158 --
_g7.3.4
_tBootstrap Standard Error, p.159 --
_g7.3.5 --
_tMean Squared Error of an Estimator, p.160 --
_g7.4
_tMethods of Point Estimation, p.161 --
_g7.4.1
_tMethod of Moments, p.162 --
_g7.4.2
_tMethod of Maximum Likelihood, p.163 --
_g7.4.3
_tBayesian Estimation of Parameters, p.167 --
_g8
_tStatistical Intervals for a Single Sample, p.170 --
_g8.1
_tConfidence Interval on the Mean of a Normal Distribution, Variance Known, p.172 --
_g8.1.1
_tDevelopment of the Confidence Interval and Its Basic Properties, p.172 --
_g8.1.2
_tChoice of Sample Size, p.175 --
_g8.1.3
_tOne-Sided Confidence Bounds, p.176 --
_g8.1.4
_tGeneral Method to Derive a Confidence Interval, p.176 --
_g8.1.5
_tLarge-Sample Confidence Interval for p, p.177 --
_g8.2
_tConfidence Interval on the Mean of a Normal Distribution, Variance Unknown, p.179 --
_g8.2.1
_tt Distribution, p.180 --
_g8.2.2
_tt Confidence Interval on p, p.181 --
_g8.3
_tConfidence Interval on the Variance and Standard Deviation of a Normal Distribution, p.182 --
_g8.4
_tLarge-Sample Confidence Interval for a Population Proportion, p.185 --
_g8.5
_tGuidelines for Constructing Confidence Intervals, p.188 --
_g8.6
_tBootstrap Confidence Interval, p.189 --
_g8.7
_tTolerance and Prediction Intervals, p.189 --
_g8.7.1
_tPrediction Interval for a Future Observation, p.189 --
_g8.7.2
_tTolerance Interval for a Normal Distribution, p.191 --
_g9
_tTests of Hypotheses for a Single Sample, p.193 --
_g9.1
_tHypothesis Testing, p.194 --
_g9.1.1
_tStatistical Hypotheses, p.194 --
_g9.1.2
_tTests of Statistical Hypotheses, p.196 --
_g9.1.3
_tOne-Sided and Two-Sided Hypotheses, p.202 --
_g9.1.4
_tP-Values in Hypothesis Tests, p.203 --
_g9.1.5
_tConnection between Hypothesis Tests and Confidence Intervals, p.206 --
_g9.1.6
_tGeneral Procedure for Hypothesis Tests, p.206 --
_g9.2
_tTests on the Mean of a Normal Distribution, Variance Known, p.208 --
_g9.2.1
_tHypothesis Tests on the Mean, p.208 --
_g9.2.2
_tType II Error and Choice of Sample Size, p.211 --
_g9.2.3
_tLarge-Sample Test, p.215 --
_g9.3
_tTests on the Mean of a Normal Distribution, Variance Unknown, p.215 --
_g9.3.1
_tHypothesis Tests on the Mean, p.215 --
_g9.3.2
_tType ll Error and Choice of Sample Size, p.220 --
_g9.4
_tTests on the Variance and Standard Deviation of a Normal Distribution, p.222 --
_g9.4.1
_tHypothesis Tests on the Variance, p.222 --
_g9.4.2
_tType II Error and Choice of Sample Size, p.224 --
_g9.5
_tTests on a Population Proportion, p.225 --
_g9.5.1
_tLarge-Sample Tests on a Proportion, p.225 --
_g9.5.2
_tType II Error and Choice of Sample Size, p.227 --
_g9.6
_tSummary Table of Inference Procedures for a Single Sample, p.229 --
_g9.7
_tTesting for Goodness of Fit, p.229 --
_g9.8
_tContingency Table Tests, p.232 --
_g9.9
_tNonparametric Procedures, p.234 --
_g9.9.1
_tThe Sign Test, p.235 --
_g9.9.2
_tThe Wilcoxon Signed-Rank Test, p.239 --
_g9.9.3
_tComparison to the t-Test, p.240 --
_g9.10
_tEquivalence Testing, p.240 --
_g9.11
_tCombining P-Values, p.242 --
_g10
_tStatistical Inference for Two Samples, p.244 --
_g10.1
_tInference on the Difference in Means of Two Normal Distributions, Variances Known, p.245 --
_g10.1.1
_tHypothesis Tests on the Difference in Means, Variances Known, p.247 --
_g10.1.2
_tType II Error and Choice of Sample Size, p.249 --
_g10.1.3
_tConfidence Interval on the Difference in Means, Variances Known, p.251 --
_g10.2
_tInference on the Difference in Means of Two Normal Distributions, Variances Unknown, p.253 --
_g10.2.1
_tHypotheses Tests on the Difference in Means, Variances Unknown, p.253 --
_g10.2.2
_tType II Error and Choice of Sample Size, p.259 --
_g10.2.3
_tConfidence Interval on the Difference in Means, Variances Unknown, p.260 --
_g10.3
_tA Nonparametric Test for the Difference in Two Means, p.261 --
_g10.3.1
_tDescription of the Wilcoxon Rank-Sum Test, p.262 --
_g10.3.2
_tLarge-Sample Approximation, p.263 --
_g10.3.3
_tComparison to the f-Test, p.264 --
_g10.4
_tPaired t-Test, p.264 --
_g10.5
_tInference on the Variances of Two Normal Distributions, p.268 --
_g10.5.1
_tF Distribution, p.268 --
_g10.5.2
_tHypothesis Tests on the Equity of Two Variances, p.270 --
_g10.5.3
_tType II Error and Choice of Sample Size, p.272 --
_g10.5.4
_tConfidence Interval on the Ratio of Two Variances, p.273 --
_g10.6
_tInference on Two Population Proportions, p.273 --
_g10.6.1
_tLarge-Sample Tests on the Difference in Population Proportions, p.274 --
_g10.6.2
_tType II Error and Choice of Sample Size, p.276 --
_g10.6.3
_tConfidence Interval on the Difference in Population Proportions, p.277 --
_g10.7
_tSummary Table and Road Map for Inference Procedures for Two Samples, p.278 --
_g11
_tSimple Linear Regression and Correlation, p.280 --
_g11.1
_tEmpirical Models, p.281 --
_g11.2
_tSimple Linear Regression, p.284 --
_g11.3
_tProperties of the Least Squares Estimators, p.288 --
_g11.4
_tHypothesis Tests in Simple Linear Regression, p.288 --
_g11.4.1
_tUseoft-Tests, p.289 --
_g11.4.2
_tAnalysis of Variance Approach to Test Significance of Regression, p.291 --
_g11.5
_tConfidence Intervals, p.292 --
_g11.5.1
_tConfidence Intervals on the Slope and Intercept, p.292 --
_g11.5.2
_tConfidence Interval on the Mean Response, p.293 --
_g11.6
_tPrediction of New Observations, p.295 --
_g11.7
_tAdequacy of the Regression Model, p.296 --
_g11.7.1
_tResidual Analysis, p.296 --
_g11.7.2
_tCoefficient of Determination [R2), p.298 --
_g11.8
_tCorrelation, p.299 --
_g11.9
_tRegression on Transformed Variables, p.303 --
_g11.10
_tLogistic Regression, p.305
505 0 0 _g12
_tMultiple Linear Regression, p.310 --
_g12.1
_tMultiple Linear Regression Model, p.311 --
_g12.1.1
_tIntroduction, p.311
_g12.1.2
_tLeast Squares Estimation of the Parameters, p.314 --
_g12.1.3
_tMatrix Approach to Multiple Linear Regression, p.316 --
_g12.1.4
_tProperties of the Least Squares Estimators, p.321 --
_g12.2
_tHypothesis Tests in Multiple Linear Regression, p.322 --
_g12.2.1
_tTest for Significance of Regression, p.322 --
_g12.2.2
_tTests on Individual Regression Coefficients and Subsets of Coefficients, p.325 --
_g12.3
_tConfidence Intervals in Multiple Linear Regression, p.329 --
_g12.3.1
_tConfidence Intervals on Individual Regression Coefficients, p.329 --
_g12.3.2
_tConfidence Interval on the Mean Response, p.330 --
_g12.4
_tPrediction of New Observations, p.331 --
_g12.5
_tModel Adequacy Checking, p.333 --
_g12.5.1
_tResidual Analysis, p.333 --
_g12.5.2
_tInfluential Observations, p.335 --
_g12.6
_tAspects of Multiple Regression Modeling, p.337 --
_g12.6.1
_tPolynomial Regression Models, p.337 --
_g12.6.2
_tCategorical Regressors and Indicator Variables, p.339 --
_g12.6.3
_tSelection of Variables and Model Building, p.341 --
_g12.6.4
_tMulticollinearity, p.349 --
_g13
_tDesign and Analysis of Single-Factor Experiments: The Analysis of Variance, p.351 --
_g13.1
_tDesigning Engineering Experiments, p.352 --
_g13.2
_tCompletely Randomized Single-Factor Experiment, p.353 --
_g13.2.1
_tExample: Tensile Strength, p.353 --
_g13.2.2
_tAnalysis of Variance, p.354 --
_g13.2.3
_tMultiple Comparisons Following theANOVA, p.359 --
_g13.2.4
_tResidual Analysis and Model Checking, p.361
_g13.2.5
_tDetermining Sample Size, p.363 --
_g13.3
_tThe Random-Effects Model, p.365 --
_g13.3.1
_tFixed Versus Random Factors, p.365 --
_g13.3.2
_tANOVA and Variance Components, p.365 --
_g13.4
_tRandomized Complete Block Design, p.368 --
_g13.4.1
_tDesign and Statistical Analysis, p.368 --
_g13.4.2
_tMultiple Comparisons, p.372 --
_g13.4.3
_tResidual Analysis and Model Checking, p.373 --
_g15.2.3
_tRational Subgroups, p.441 --
_g15.2.4
_tAnalysis of Patterns on Control Charts, p.442 --
_g15.3
_tX and/? or S Control Charts, p.444 --
_g15.4
_tControl Charts for Individual Measurements, p.450 --
_g15.5
_tProcess Capability, p.452 --
_g15.6
_tAttribute Control Charts, p.456 --
_g15.6.1
_tP Chart (Control Chart for Proportions), p.456 --
_g15.6.2
_tU Chart (Control Chart for Defects per Unit), p.458 --
_g15.7
_tControl Chart Performance, p.460 --
_g15.8
_tTime-Weighted Charts, p.462 --
_g15.8.1
_tExponentially Weighted Moving-Average Control Chart, p.462 --
_g15.8.2
_tCumulative Sum Control Chart, p.465 --
_g15.9
_tOther SPC Problem-Solving Tools, p.471 --
_g15.10
_tDecision Theory, p.473 --
_g15.10.1
_tDecision Models, p.473 --
_g15.10.2
_tDecision Criteria, p.474 --
_g15.11
_tImplementing SPC, p.476
_g14
_tDesign of Experiments with Several Factors, p.375 --
_g14.1
_tintroduction, p.376 --
_g14.2
_tFactorial Experiments, p.378 --
_g14.3
_tTwo-Factor Factorial Experiments, p.382 --
_g14.3.1
_tStatistical Analysis, p.382 --
_g14.3.2
_tModel Adequacy Checking, p.386 --
_g14.3.3
_tOne Observation per Cell, p.387 --
_g14.4
_tGeneral Factorial Experiments, p.388 --
_g14.52
_tk Factorial Designs, p.390 --
_g14.5.1
_t22 Design, p.390 --
_g14 5.2
_t2k Design for k > 3 Factors, p.396 --
_g14.6
_tSingle Replicate of the 2k Design, p.402 --
_g14.7
_tAddition of Center Points to a 2k Design, p.405 --
_g14.8
_tBlocking and Confounding in the 2k Design, p.408 --
_g14.9
_tOne-Half Fraction of the 2k Design, p.413 --
_g14.10
_tSmaller Fractions: The 2k~p Fractional Factorial, p.418 --
_g14.11
_tResponse Surface Methods and Designs, p.425 --
_g15
_tStatistical Quality Control, p.434 --
_tOuality Improvement and Statistics, p.435 --
_g15.1.1
_tStatistical Quality Control, p.436 --
_g15.1.2
_tStatistical Process Control, p.436 --
_g15.2
_tIntroduction to Control Charts, p.436 --
_g15.2.1
_tBasic Principles, p.436 --
_g15.2.2
_tDesign of a Control Chart, p.440 --
_g15.2.3
_tRational Subgroups, p.441 --
_g15.2.4
_tAnalysis of Patterns on Control Charts, p.442 --
_g15.3
_tX and/? or S Control Charts, p.444 --
_g15.4
_tControl Charts for Individual Measurements, p.450 --
_g15.5
_tProcess Capability, p.452 --
_g15.6
_tAttribute Control Charts, p.456 --
_g15.6.1
_tP Chart (Control Chart for Proportions), p.456 --
_g15.6.2
_tU Chart (Control Chart for Defects per Unit), p.458 --
_g15.7
_tControl Chart Performance, p.460 --
_g15.8
_tTime-Weighted Charts, p.462 --
_g15.8.1
_tExponentially Weighted Moving-Average Control Chart, p.462 --
_g15.8.2
_tCumulative Sum Control Chart, p.465 --
_g15.9
_tOther SPC Problem-Solving Tools, p.471 --
_g15.10
_tDecision Theory, p.473 --
_g15.10.1
_tDecision Models, p.473 --
_g15.10.2
_tDecision Criteria, p.474 --
_g15.11
_tImplementing SPC, p.476 --
_tAPPENDIX A
_tStatistical Tables and Charts --
_tTable I
_tSummary of Common Probability Distributions A-4 --
_tTable II
_tCumulative Binomial Probabilities P(X < x) A-5 --
_tTable II
_tCumulative Standard Normal Distribution A-8 --
_tTable IV
_tPercentage Points /2 v of the Chi-Square Distribution A-10 --
_tTable V
_tPercentage Points ta v of the t Distribution A-ll --
_tTable VI
_tPercentage Points fa Vj of the F Distribution A-12 --
_tTable VII
_tOperating Characteristic Curves A-17 --
_tTable VIII
_tCritical Values for the Sign Test A-26 --
_tTable IX
_tCritical Values for the Wilcoxon Signed-Rank Test A-26 --
_tTable X
_tCritical Values for the Wilcoxon Rank-Sum Test A-27 --
_tTable XI
_tFactors for Constructing Variables Control Charts A-28 --
_tTableXII
_tFactors for Tolerance Intervals A-29 --
_tAPPENDIX B
_tBibliography A-31 --
_tAPPENDIX C
_tSummary of Confidence Intervals and Hypothesis Testing Equations for One- and Two Sample Applications A-33
650 0 _aStatistics.
650 0 _aProbabilities.
700 1 _aRunger, George C.,
_eauthor.
942 _2ddc
_cSG_1
948 _hNO HOLDINGS IN LQI - 1 OTHER HOLDINGS
999 _c270115
_d270115